MixOmics Workshop
MixOmics Workshop by Sebastien DEJEAN (08/09/2023)
Sebastien DEJEAN is a research engineer in the mathematical department at the University of Toulouse, France. He is specialised in statistical models and involved in the creation of the MixOmics R package. He has created the presentation and associated R script presented below. Sebastien DEJEAN has agreed that the video and documents are made available to the public domain. We wish to thank Sebastien for supporting our team with his advice and expertise - THANK YOU.
Theoretical Presentation (download presentation):
Practical Presentation (download R script):
Journal Info
Journal information
This phage is dedicated to author guidelines for relevant journals
| Journal | Journal aims | Article types | IF (~2025) |
| Nature | >40 | ||
| Science | >40 | ||
| Immunity | >40 | ||
| Nature Medicine | >40 | ||
| Nature Immunology | 27 | ||
| Cell Host Microbes | Link | Link | 18 |
| Microbiome | Link | Link | 16 |
| Nature Communication | 15 | ||
| Science Translational Medicine | 15 | ||
| JEM | 14 | ||
| JACI | Link | Link | 14 |
| Gut Microbes | Link | Link | 11 |
| PLoS Pathogens | 5 | ||
| mSystems | 4.7 | ||
| Scientific Reports | 4 | ||
| BMC Genomics | 3.7 |
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Characteristics of aerobic vs anaerobic microbes
Characteristics of aerobic vs anaerobic microbes
(of note, this article is AI generated, needs validation)
Microorganisms exhibit a spectrum of oxygen tolerance, ranging from obligate aerobes (require O₂ for growth) to obligate anaerobes (cannot tolerate even trace amounts of O₂ and are killed by it). The key factor determining sensitivity to oxygen — and extreme sensitivity in obligate anaerobes — lies in how cells handle reactive oxygen species (ROS) and direct O₂ damage to specialized metabolic enzymes.
Reactive Oxygen Species (ROS) and Oxidative Stress
Molecular oxygen (O₂) is not inherently toxic, but it readily accepts electrons during partial reduction, forming damaging ROS:
- Superoxide radical (O₂⁻)
- Hydrogen peroxide (H₂O₂)
- Hydroxyl radical (OH•, via Fenton chemistry: Fe²⁺ + H₂O₂ → Fe³⁺ + OH• + OH⁻)
These ROS attack DNA, proteins (especially iron-sulfur clusters), lipids, and other biomolecules, leading to oxidative stress, enzyme inactivation, and cell death.
Aerobic and facultative organisms protect themselves with detoxification enzymes:
- Superoxide dismutase (SOD): 2O₂⁻ + 2H⁺ → H₂O₂ + O₂
- Catalase: 2H₂O₂ → 2H₂O + O₂
- Peroxidase: H₂O₂ + electron donor → H₂O + oxidized donor
Many obligate anaerobes produce these enzymes in very low amounts, absent, or insufficient quantities, allowing ROS to accumulate rapidly upon O₂ exposure.
Additional Mechanisms in Obligate Anaerobes
Beyond poor ROS detoxification, obligate anaerobes are particularly vulnerable because their core anaerobic metabolism relies on O₂-sensitive biochemistry optimized for low-redox environments:
- Low-potential electron carriers (e.g., flavoproteins, ferredoxin) auto-oxidize in air → generate high levels of superoxide/H₂O₂.
- Dioxygen-sensitive enzymes with exposed radicals or low-potential metal clusters (e.g., [4Fe-4S] clusters) that react directly with O₂ or superoxide. Key examples include:
- Pyruvate:ferredoxin oxidoreductase (PFOR) — essential for pyruvate breakdown in many anaerobes; inactivated by O₂.
- Certain dehydratases (e.g., in amino acid or central metabolism).
- Nitrogenase (in some diazotrophs).
- Enzymes in pathways like acetogenesis or methanogenesis.
Direct O₂ poisoning of these enzymes halts energy production and biosynthesis, arresting growth even before widespread ROS damage kills the cell. This is a by-product of using "difficult" chemistry that enables efficient anaerobic energy yield but leaves catalytic sites intrinsically vulnerable.
| Category | O₂ Requirement/Tolerance | Key Enzymatic Features | Examples | Outcome of O₂ Exposure |
|---|---|---|---|---|
| Obligate aerobes | Require O₂ for growth | High SOD, catalase, peroxidase; aerobic respiration enzymes | Pseudomonas, Mycobacterium | Cannot grow without O₂ |
| Facultative anaerobes | Grow with or without O₂; prefer O₂ when available | Inducible/high SOD, catalase; flexible metabolism | E. coli, Salmonella | Tolerate O₂; switch pathways |
| Aerotolerant anaerobes | No O₂ use; tolerate it well | SOD present (detoxifies superoxide); often no/low catalase | Lactobacillus, Streptococcus | Survive O₂ but do not use it |
| Microaerophiles | Require low O₂ (2–10%); high O₂ toxic | Moderate SOD/catalase; sensitive to excess ROS | Campylobacter, Helicobacter | Optimal at low O₂; poisoned by atmospheric levels |
| Obligate anaerobes | Killed by normal atmospheric O₂ (~21%); some tolerate <0.5–8% | Absent/low SOD, catalase, peroxidase; O₂-sensitive core enzymes (e.g., PFOR) | Clostridium botulinum, Bacteroides fragilis, Methanogens | Rapid inactivation of metabolism → growth arrest → death |
Why the Extreme Sensitivity in Obligate Anaerobes?
The combination is lethal:
- Inadequate ROS-scavenging enzymes allow superoxide/H₂O₂ buildup.
- Direct O₂ inactivation of a few critical, low-potential enzymes cripples anaerobic metabolism.
- High endogenous superoxide production from flavin/ferredoxin auto-oxidation amplifies damage.
Some obligate anaerobes have evolved limited protections (e.g., repair systems, minimized O₂ entry, or low-level SOD), explaining slight tolerance variation, but these are insufficient for sustained growth in oxic conditions. In essence, obligate anaerobiosis reflects specialization for anoxic niches where such vulnerable chemistry provides a competitive advantage, at the cost of profound O₂ sensitivity.
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